AI-native decision system

Attunary turns signal into judgment, and judgment into action.

A mesh of specialized decision cells that detects change, evaluates what matters, coordinates what should happen next, and learns from real outcomes over time.

Built for grounded decisions, not noisy automation.

Workers

Public apps at the edge with product-first boundaries and route-native delivery.

Queues

Asynchronous dispatch for runs, ingestion, scoring, and deferred orchestration.

Workflows

Durable multi-step execution with explicit states, recovery paths, and evidence.

D1 + R2

Auditable relational state paired with artifact storage for exports, logs, and snapshots.

AI Gateway

Future model routing and policy control without collapsing product logic into the kernel.

A note from the founder

I'm building this the slow way, on purpose.

I'm Mahmoud. Attunary is being built by hand, one cell at a time, against a standard I'm willing to stand behind myself. Every decision the system surfaces is meant to hold up under scrutiny — mine first, yours second.

There's no launch countdown and no urgency theatre. The suite stays in private preview until each cell earns its place in public. When a cell is ready for real hands, you'll hear once. No drip. No funnel. No tactics.

If that sounds slow, it is. Slow is how durable systems get built.

Mahmoud, founder
How we work

Three stances that do not bend.

These aren't marketing claims. They're gates the system enforces against itself before anything reaches you.

01 · Provenance

Every output carries its signal trail.

You can audit the evidence behind a decision — which sources, which observations, which weights — not just consume the output. Nothing the system says stands on authority alone.

02 · Integrity

An internal review gates everything that ships.

Every artifact passes a standing review for honest promises, earned urgency, substantiated claims, respectful framing, and privacy-honoring behavior. If it can't pass, it doesn't ship.

03 · Honest absence

Silence over hype when we aren't sure.

If a cell isn't ready, we don't publish a surface for it. Private preview is a posture, not a marketing phase. Honest absence beats deceptive presence, every time.

Constellation

One root. Multiple cells. Coordinated memory.

Attunary is structured as a living mesh. Each cell has a single responsibility, a minimal public surface, and a clear way to be held accountable. The cells below are the public-facing constellation.

Merchant Discovery Cell

Attunary Scout

Scan product angles, pressure-test competition, and move before the market hardens.

Private preview
Signal Layer

Attunary Whisper

Surface sentiment, momentum, and cultural movement before they turn obvious.

Private preview
Timing Layer

Attunary Presence

Decide when to act, launch, speak, or hold by reading emotional receptivity.

Private preview
Winnability Layer

Attunary Compass

Map saturation, entry pressure, and strategic openings before committing spend.

Private preview
Resonance Layer

Attunary Metrics

Measure signal, hesitation, and outcome quality beyond vanity analytics.

Private preview
Early access

Leave your address. We'll email once.

When the first cell opens to the public, we send one email. That's the whole promise.

What you'll get: a single message when a cell is ready for real use, with a short note on what to try first and what we're still holding back.

What you won't get: newsletters, sales sequences, retargeting, or any of the usual noise.

We keep your email and an optional note about what you'd use Attunary for. That's it.